OOIR: Observatory of International Research

Papers

(The H4-Index of IEEE Transactions on Cognitive Communications and Networking is 50. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-08-01 to 2026-08-01.)

Article	Citations
Accurate Automatic Extraction of Signal Components From Noisy Radio Spectrograms	192
IEEE Communications Society Information	168
IEEE Communications Society Information	166
Accelerating Federated Learning for Edge Intelligence Using Conjugated Central Acceleration With Inexact Global Line Search	159
Coded Caching for Reliable Map Dissemination in Symbiotic Communication Aided Emergency UAV Systems	131
Blockchain-Based Collaborative Task Offloading Algorithm in Heterogeneous Edge Computing Networks	125
A Deep Learning Method for Open-Set Transmission Mode Recognition Based on Multiresolution Time-Frequency Spectrograms	118
A Spatio-Temporal Liquid Learning Network for Robust Electromagnetic Signal Identification in 6G RIS-Aided UAV Cognitive Communications With Composite Channel Impairments	112
Cross-Modal Collaborative Diffusion Models for Distributed AI-Generated Content	111
Lagrangian-Augmented Learning for Stochastic Age of Accurate Semantic Information Minimization in Mobile Edge Computing Systems	107
Security Outage Probability Analysis of Cognitive Networks With Multiple Eavesdroppers for Industrial Internet of Things	104
NFTracker: Fine-Grained NFT Behavior Traffic Identification Over Encrypted Tunnel	102
Probabilistic Spatio-Temporal Data Inference in Sparse Mobile Crowdsensing With Conditional Diffusion Model	99
Directional Differentiable Architecture Search for Waveform Recognition	97
LINA: A Fair Link-Grained Inter-Datacenter Traffic Scheduling Method With Deadline Guarantee	94
Safe Online Mobile Network Optimization Through Digital Twin-Enhanced Monte Carlo Tree Search	90
Toward AI-Native Ultra-Dense Networks: Cell Association via Multi-View Sensing	85
Graph Neural Network-Enhanced Multi-Objective Scheduling and Offloading for Hybrid Applications in Edge-Cloud Networks	84
Leveraging Generative AI for Security Defense of Mobile Edge-Enabled Digital Twins: A Survey	82
An Efficient Cross-Agent Spatial–Temporal Collaboration Framework for Environmental Perception in IoV	80
Secure Performance of RIS-Aided NOMA in Cognitive V2X Networks With Imperfect CSI Over Double Rayleigh Fading	79
Ambient IoT: Backscatter-Based Connectivity Topologies and Outage Behavior	74
Single Carrier Waveform Index Modulation: Utilizing the Degrees of Freedom of Signaling to Enhance Spectral Efficiency by Deep Learning	72
A Reinforcement Learning-Assisted OFDM-IM Communication System Against Reactive Jammers	68
A Reinforcement Learning-Based Incentive Scheme for Multi-Hop Communications in Vehicular Networks	66

Maximizing Reliability in Overlay Radio Networks With Time Switching and Power Splitting Energy Harvesting	64
Multi-Agent Reinforcement Learning-Based Joint Caching and Routing in Heterogeneous Networks	63
Precoding Optimization for MIMO-OFDM Integrated Sensing and Communication Systems	62
Detection of Direct Sequence Spread Spectrum Signals Based on Deep Learning	62
IRS-Assisted Spectrum Sensing and Primary-Secondary Transmission for Cognitive Radio Networks	62
Non-Orthogonal Multiple Access Enhanced Multi-User Semantic Communication	62
Incentive-Driven and Energy Efficient Federated Learning in Mobile Edge Networks	61
Priority-Aware Deployment of Autoscaling Service Function Chains Based on Deep Reinforcement Learning	60
MADQN-Enhanced Computation Offloading and Resource Allocation for 6G Low-Altitude Economy Vehicular Networks	60
Learning-Based Real-Time Transmission Control for Multi-Path TCP Networks	59
A Novel Privacy-Preserving Incentive Mechanism for Multi-Access Edge Computing	58
A High-Resolution Channel Estimation Method for ICAN Systems Based on Artificial Perturbation-OTFS	57
GDE: A Generative Diffusion Equalizer for ICSI-Free Semantic Communications in SAGINs	56
Deep Learning-Driven MA-RIS Co-Design for Near-Field ISAC: Joint Antenna Positioning, Phase Shifting, and Beamforming Optimization	55
Design of an Efficient CSI Feedback Mechanism in Massive MIMO Systems: A Machine Learning Approach Using Empirical Data	55
Proactive Handover Management in 6G Low-Altitude Economy Networks for Aerial Vehicles Using Artificial General Intelligence	53
pFedDHPO: A Differentiable Approach for Personalized Hyperparameter Optimization in Federated Learning	53
Accelerating Diffusion Model Inference: A Blockchain-aided Trusted Cloud-Edge Collaborative Framework	53
A Robust Adaptive High-Precision Entangled Photons-Based Ranging System	51
IEEE Transactions on Cognitive Communications and Networking Publication Information	51
TMLAA for Automatic Harmonic Beam Steering Toward User-Defined Direction Using Black Hole Mechanics Optimization	50
On-Device Intelligence for 5G RAN: Knowledge Transfer and Federated Learning Enabled UE-Centric Traffic Steering	50
A Robust STAR-RIS-Assisted MU-MIMO System for Integrated Sensing and Communications	50
IQCM-Net: Cross-Modal Fusion With Multi-Window STFT via SNR Partitioning for Robust Modulation Recognition	50
Effective Non-Gaussian Noise Removal of 3D Radio Maps Through Correntropy-Based Nonlocal Tensor Ring Decomposition	50
IEEE Communications Society Information	50